Certifications
COURSERA CERTIFICATES
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SQL for Data Science
Learning Objectives:
Identify a subset of data needed from a column or set of columns and write a SQL query to limit to those results
Use SQL commands to filter, sort and summarize data
Create an analysis table from multiple queries using the UNION operator
Manipulate strings, dates, & numeric data using functions to integrate data from different sources into fields with the correct format for analysis
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Python Basics
Learning Objectives:
How to inspect and understand APIs and third party libraries to be used with Python 3
How to apply the Python imaging library (pillow) to open, view, and manipulate strings, including cropping, resizing, recoloring, and overlaying textÂ
How to apply the Python tesseract library (py-tesseract) to detect text in images through Optical Character Recognition (OCR)
How to apply the open source computer vision library (opencv) to detect faces in images, & how to crop and manipulate these faces into contact sheetsÂ
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Python Classes and Inheritance
Learning Objectives:
How to inspect and understand APIs and third party libraries to be used with Python 3
How to apply the Python imaging library (pillow) to open, view, and manipulate strings, including cropping, resizing, recoloring, and overlaying textÂ
How to apply the Python tesseract library (py-tesseract) to detect text in images through Optical Character Recognition (OCR)
How to apply the open source computer vision library (opencv) to detect faces in images, & how to crop and manipulate these faces into contact sheetsÂ
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Data Collection & Processing with Python
Learning Objectives:
How to inspect and understand APIs and third party libraries to be used with Python 3
How to apply the Python imaging library (pillow) to open, view, and manipulate strings, including cropping, resizing, recoloring, and overlaying text
How to apply the Python tesseract library (py-tesseract) to detect text in images through Optical Character Recognition (OCR)
How to apply the open source computer vision library (opencv) to detect faces in images, & how to crop and manipulate these faces into contact sheets
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Python Functions, Files, & Dictionaries
Learning Objectives:
How to inspect and understand APIs and third party libraries to be used with Python 3
How to apply the Python imaging library (pillow) to open, view, and manipulate strings, including cropping, resizing, recoloring, and overlaying text
How to apply the Python tesseract library (py-tesseract) to detect text in images through Optical Character Recognition (OCR)
How to apply the open source computer vision library (opencv) to detect faces in images, & how to crop and manipulate these faces into contact sheets
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Getting Started With Azure
Learning Objectives:
Navigate the Microsoft Azure Portal
Create an Azure Dashboard
Create a custom dashboard and add appropriate services
LINKEDIN CERTIFICATES
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Data for Good
Learning Objectives:
The revolution in data science has transformed, for better or worse, the way companies do business in the last few decades. But data science isn't just for capitalists. AI is one of the most important forces for change developed in the last century, and we've only begun to recognize its true power and potential. In Data for Good: Using Data Science in Nonprofits and NGOs, Martin Kemka examines how data science and machine learning can be used outside of the for-profit sector. He covers parameters for how data works to influence our world, how the data-for-good concept can be applied, how to determine the best problems to solve with data, and what tools are needed. Martin also provides real-world case studies and challenges to further illustrate the lessons.Â
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Introduction to Web Design and Development
Learning Objectives:
Introduction to the core structures, vocabulary, and practices that you need to get started creating on the web. Learn about the fundamentals of clients, servers, and browsers, building your skill set for website planning and prototyping, and developing your understanding of user experience and user interface. Get an overview of the three main front-end technologies of websites: HTML, CSS, and JavaScript—followed by a brief introduction to writing code to find out what it’s really like.Â
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Rapid Protyping for Product design
Learning Objectives:
3D printing parts, using fused deposition modeling, stereolithography, and selective laser sintering (FDM, SLA, and SLS)
Working with CNC mills and lathes
Building a silicon mold and resin casting a part
Injection molding a plastic part
Creating quick 2D models
Using laser and touch-probe scanners
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Systems Thinking for Product Designers
Learning Objectives:
While the internet and wireless communication technologies have been connecting people in new ways, it has also been linking together our products. The development of complex products requires bigger teams and greater specialization, and coordinating that effort is its own systemic challenge. As the complexity and interconnectedness of products rises, so does the need for an approach that guarantees that your products deliver the best experiences. In this course, Walter Zesk, professor and cofounder of Conform Lab, shows you how to apply systems thinking to product design. Walter points out several benefits of systematic product design, then steps you through how to analyze product mechanisms as systems. He explains how to identify innovative trends and optimize functionality in your designs., including functional conflict resolution. Plus, Walter goes over distributed products, experiential products, and network products.Â
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Design Thinking: Implementing the Process
Learning Objectives:
Explain the process of managing a design team.
Determine the best approach in identifying pain points.
Describe the purpose of an experience map.
Apply best practices to design ideas.
Interpret the elements of a successful paper prototype.
Break down the role and impact of using design agencies and teams in the design process.
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Nonprofit Fundraising: A Beginner's Guide
Learning Objectives:
Relationships are part of our daily lives, and focusing on them is a proven method for successful communication. To raise funds successfully, you need to aim for long-lasting, mutually beneficial relationships. This starts by understanding the exponential growth of the nonprofit world’s impact on donors. This course from Fundraising Academy explains how donor’s mindsets have changed with the development of watchdog organizations. Learn to embrace your selling persona and improve prospective and donor relationships with the Cause Selling Cycle. Explore ways to remain ethical in the gray areas, as well as the time management, organizational, and communication skills that you will need as prospective donors decide to partner with you and your cause.Â
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Marketing for Social Change
Learning Objectives:
Why cause marketing is important
Selecting the right cause
Selecting a specific organization to partner with
Communicating a cause internally and externally
Promoting a cause through social media
Testing a cause marketing initiative
Measuring your results
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Business Development: Strategic Planning
Learning Objectives:
Designing the foundations for your strategic plan
Building your strategic planning team
Developing your vision and mission
Setting long-term goals
Determining the current state of your strategic plan
Executing your strategic plan
Avoiding common pitfalls
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Create a Go-to-Market Plan
Learning Objectives:
When you launch a new product or enter a new market, it's crucial to have both a roadmap that sets you up for success and the means to track the growth of your program. In this course, discover how to build and develop a go-to-market (GTM) plan for your next product or service. Join renowned marketing author Deirdre Breakenridge as she takes you through the steps needed to bring your product or service to the world. Deirdre helps you discern whether you need a GTM plan, and shows how to build a product strategy that's tailored to the market and customer base you aim to reach. She shares methods for pricing and promotion, and explains how to drive better channel performance, evaluate KPIs and metrics, and more.Â
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Marketing Foundations: Customer Decision Journey
Learning Objectives:
How the decision journey has evolved
Defining and using buyer personas
Developing insight-driven journey stages
Choosing touchpoints strategically
Aligning messaging across the brand's touchpoints
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Creating a Business Plan
Learning Objectives:
Define the problem your business solves.
Determine a product and revenue model.
Build a go-to market strategy.
Describe the components of a product development roadmap.
Explain how to brand and market a product.
List criteria for choosing suppliers.
Identify common pitfalls of business plans.
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Project Management Tips
Learning Objectives:
Describe the process of creating a project charter
Explain the steps in preparing documents used in a project
Examine the most effective means of communication during a project
Review the purposes and goals of the various types of project status meetings
Examine how a crisis can affect a project
Explore the use of user stories in the agile project management process
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Unconscious Bias
Learning Objectives:
Recognize when unconscious bias occurs and why it's important to understand
Explore how unconscious bias is relevant in the business world
Identify three strategies to counteract potential unconscious bias
Define confirmation bias
Review the meaning of the Halo Effect
Explore the effects groupthink can have in a professional setting
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Giving and Receiving Feedback
Learning Objectives:
Getting comfortable asking for feedback
Overcoming blind spots
Creating a growth mindset
Giving effective and unbiased feedback
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Product Management First Steps
Learning Objectives:
Identify types of products
Recognize different types of industries
Examine what elements make up a quality extended team
Explore the components of managing a life cycle
Name the elements of a strong research plan
Break down how to pitch an idea
Identify versions, releases, and sprints
Recognize how to monitor progress using a burndown chart
Define your go-to market
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Leading Projects
Learning Objectives:
Name who is responsible for approving the resources for the project
Recall what the spine of a fishbone diagram represents
List characteristics of the environment
Identify the tools used for mapping processes
Recognize what needs to be captured on the action item list
Recall what project metrics should be related to
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Project Management Foundations
Learning Objectives:
Identify the definition of project management
Explore the similarities and differences between traditional and agile project management
Determine how organizational structure affects projects
Explore the fundamentals of analyzing project stakeholders
Examine the best ways to identify a project goal
Determine the best ways to choose a strategy
Examine strategies to gather requirements
Identify the fundamentals of developing a project budget
Distinguish the best ways to craft a quality plan
Conclude the best steps to take when determining the processes for procuring resources
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Project Management Foundations: Ethics
Learning Objectives:
Describe three ethical values used in project management
Identify three strategies for showing regard for time and brainpower when communicating
Explain the consequences of violating a mandatory ethical standard put forth by PMI
Summarize the characteristics of PMI’s aspirational standards
Determine whether a situation provides evidence for an aspirational standard
Recognize three common challenges present during projection initiation and planning
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Project Management Foundations: Schedules
Learning Objectives:
Developing a schedule management plan
Identifying project activities
Adding milestones
Organizing work
Estimating duration and work
Handling lag in dependencies
Defining resources
Assigning resources to activities
Working with part-time and remote workers
Fine-tuning assignments
Optimizing schedules
Managing and changing schedules
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Project Management Foundations: Communication
Learning Objectives:
Define “noise” in a message
Identify the best method of communication for an emotionally charged and complex topic
Recall the purpose of a stakeholder register
Name the four quadrants in a power and interest grid
Recognize the most common impediment to communication in cross-functional teams
Review the SHARKS approach and explain how it helps with meeting organization
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Project Management Foundations: Budgets
Learning Objectives:
Recall best practices for project budgeting and estimation
Distinguish common estimation approaches used to build project budgets, and understand when to use them
Identify best practices for budget expectation management, while utilizing sound budget refinement techniques
Describe and explore agile project budgeting techniques
Review various approaches for correcting project budget overruns
Review sound budget reporting approaches, including how they can be used to report project status
Recognize the issues and changes that can put a project budget in jeopardy
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Project Management Foundations: Teams
Learning Objectives:
Examine the Myers-Briggs type indicator
Explore use of the Tates work styles assessment
Identify the elements of emotional intelligence
Explore applications of the situational leadership model to address employee needs
Examine how the Lencioni model applies to dysfunctional teams
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Business Writing Principles
Learning Objectives:
Define business writing
Describe how to make your writing concise and complete
Identify the elements of a clear message
List examples of concrete requests
Use a writing process to avoid common errors
Address common grammatical and punctuation errors
Identify special considerations for emails, reports, and memos
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Business Innovation Foundations
Learning Objectives:
Explain what is needed to shift from a building to a learning mindset
Interpret the three skills of an innovator
Determine the benefits of customer interviews
Distinguish when to use the four primary methods before investing in building anything
Differentiate the behaviors that create psychological safety and innovation
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Ethical Hacking: Introduction to Ethical Hacking
Learning Objectives:
Today's threat landscape
Managing incidents
Creating security policies
Protecting data
THE COBIT framework
Conducting penetration testing
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Leading Productive Meetings
Learning Objectives:
Plan how to use technology successfully in your meetings
Determine how to select and support a meeting leader
Prepare what you need to make meaningful commitments in a meeting
Identify successful ways to initiate a meeting
Propose challenging ideas while promoting and maintaining healthy relationships
Delegate and coordinate work successfully
Follow up consistently to create a workplace culture of accountability
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Understanding Patents: A Deeper Dive
Learning Objectives:
Recall the timeframe that applies to application for a utility patent
Identify the type of patent that would be best for a product where design is more important than function
Define the meaning of patent prosecution
Recall the basics of patent infringement
Recognize legally accurate scenarios regarding patent rights and benefits
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Communicating with Confidence
Learning Objectives:
Plan how to use technology successfully in your meetings
Determine how to select and support a meeting leader
Prepare what you need to make meaningful commitments in a meeting
Identify successful ways to initiate a meeting
Propose challenging ideas while promoting and maintaining healthy relationships
Delegate and coordinate work successfully
Follow up consistently to create a workplace culture of accountability
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Applied Machine Learning: Feature Engineering
Learning Objectives:
What is feature engineering?
Exploring the data
Plotting features
Cleaning existing features
Creating new features
Standardizing features
Comparing the impacts on model performance
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Business Development: Strategic Planning
Learning Objectives:
Designing the foundations for your strategic plan
Building your strategic planning team
Developing your vision and mission
Setting long-term goals
Determining the current state of your strategic plan
Executing your strategic plan
Avoiding common pitfalls
![](https://www.google.com/images/icons/product/drive-32.png)
Cleaning Bad Data in R
Learning Objectives:
Missing data
Duplicate rows and values
Converting data
Formatting data
Working with tidy data
Tidying data sets
Dealing with suspicious data
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Data Cleaning in Python Essential Training
Learning Objectives:
This course covers some of the most important features of productive data cleaning and acquisition, with practical coding examples using Python. Emphasizes on the importance of the value of clean high-quality data, developing the ability to recognize common errors and how to fix them.Â
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Data Ingestion with Python
Learning Objectives:
Describe the characteristics of different data types and the work of data scientists.
Describe different data serialization formats and explain how to use them in Python.
Define APIs and explain how to use them with Python to make http calls, interpret JSON, and utilize message queues.
Explain what web scraping is and describe ways to do it.
Define what a schema is and describe characteristics of schemas and how they influence operations.
Describe the characteristics of different types of databases.
Categorize types of errors and explain how to correct them.
Explain design criteria for data systems and describe how to monitor performance using KPIs.
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Learning Data Visualization
Learning Objectives:
This course focuses on how to think about data, audience, and goals to create visuals that maximize impact. It also focuses on human visual perception and chart selection strategies, which make all the difference when visualizing data.Â
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Learning Regular Expressions
Learning Objectives:
Regular expressions can speed up tedious tasks and streamline your workflow. They are an indispensable tool with programming languages like Java, JavaScript, Perl, Python, Ruby, C#, and more. This course goes over the definitions, details, and basic processes to start using regular expressions.Â
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pandas Code Challenges
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Python for Data Visualization
Learning Objectives:
Use a Jupyter notebook to execute a series of commands.
Describe common commands to load and export data.
Explain pandas usage basics.
Modify a DataFrame using common data methods.
Create simple plots using Matplotlib.
Apply advanced techniques to produce complex plots.
![](https://www.google.com/images/icons/product/drive-32.png)
SQL for Exploratory Data Analysis Essential Training
Learning Objectives:
Exploratory data analysis vs. hypothesis-driven statistical analysis
Performing data quality checks
Calculating quartiles
Using box plot to understand the distribution of values
Using histograms to understand the frequency of values
Using chi square to understand the correlation between values
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Using Python for Automation
Learning Objectives:
Reading and writing files
Organizing directories
Web scraping with Beautiful Soup
Automating web browsing with Selenium
Automating with APIS
Creating API requests
Linking API calls
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Project Management Tips
Learning Objectives:
Describe the process of creating a project charter.
Explain the steps in preparing documents used in a project.
Examine the most effective means of communication during a project.
Review the purposes and goals of the various types of project status meetings.
Examine how a crisis can affect a project.
Explore the use of user stories in the agile project management process.
OTHER CERTIFICATES
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Switching Pro
TestOut
Further information can be found at:
https://w3.testout.com/objectives/switching-pro
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Network Pro
TestOut
Further information can be found at:
https://w3.testout.com/objectives/network-pro
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The Fundamentals of Digital Marketing
Google Digital Garage